{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "Visualize a Decision Tree with pydot"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "DecisionTreeClassifier(class_weight=None, criterion='gini', max_depth=None,\n",
       "            max_features=None, max_leaf_nodes=None,\n",
       "            min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "            min_samples_leaf=1, min_samples_split=2,\n",
       "            min_weight_fraction_leaf=0.0, presort=False, random_state=None,\n",
       "            splitter='best')"
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from sklearn.datasets import load_iris\n",
    "\n",
    "iris = load_iris()\n",
    "\n",
    "X = iris.data\n",
    "y = iris.target\n",
    "\n",
    "from sklearn.model_selection import train_test_split\n",
    "\n",
    "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.3, stratify=y)\n",
    "\n",
    "from sklearn.tree import DecisionTreeClassifier\n",
    "\n",
    "dtc = DecisionTreeClassifier()     #Instantiate tree class\n",
    "dtc.fit(X_train, y_train)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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Ea8z//u//YtasWbjuuuvKuvwgGSuRSGDmzJm46qqrsHXrVrPDIYSAmnNryqlT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\n225TOxwii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1CcbQ3WH2ffwradl2+ijMdsY2iYqP3KazxS/k1UEhVCuG+R6H/rxMnJiWcg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\nRP8DRNID6URIwG4AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import numpy as np\n",
    "from sklearn import tree\n",
    "from sklearn.externals.six import StringIO\n",
    "import pydot\n",
    "from IPython.display import Image\n",
    "\n",
    "dot_iris = StringIO() \n",
    "tree.export_graphviz(dtc, out_file = dot_iris, feature_names = iris.feature_names) \n",
    "graph = pydot.graph_from_dot_data(dot_iris.getvalue())\n",
    "Image(graph.create_png())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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zRq8/cOTIEbhcLrzyyiuIxWJT1jdLYIpZhTESiWD16tVYvXo1Pve5z+W8PRWH\nzWbDfffdh5kzZ2LVqlUV2dpFRJQtPi4pselGA8j3jT37022XuqxYVRiPHTuGj370o9A0DU8++STe\n9ra3Zb0tlcbo6CgWLVqEjRs34qtf/arV4RAR5YOPSypFaoXFbGzduhXA1EcpGzduzGk/qqoiFAph\n+/btTDAqxMUXX4zbbrsNqqpidHTU6nCIiPLClowSy7YlI5sOo9PVOsjHI488gqVLl+Lee+/F6tWr\n894PFZ8QAkuXLsWvf/1rPPPMMzjrrLOsDomIKBdsyagFxjoIuTh69ChWrVqFz33uc0wwKpDNZsOW\nLVswOTmJ1atXs38GEVUdJhlVzOv1AgAGBgb04kxytMl0Jicn4XQ6cfbZZ+OHP/xhSeOk/J199tnw\n+/14+OGH8b3vfc/qcIiIcsIko4TSVVbMtExyuVwATrVSjI2N6e91dXUBKKwK4y233IJDhw5h27Zt\nePvb357F2ZBVLr30UnzrW9/C1772NTz11FNWh0NElD1BJQHA9JVuHUVRkt6LRCJCURQBQAwNDQkh\nhFAURfj9fhGLxZLWU1VVABAul0tEIpFpY9u7d6+YMWOG+NGPflSEM6VymJycFB/72MfEe9/7XvHq\nq69aHQ4RUTauZ8fPOvP73/8eCxYswOWXX17R5c1pqng8jvnz5+OSSy7Bzp07rQ6HiGg67PhZTyYn\nJ7Fy5UqcccYZ+NGPfmR1OJSjxsZGDA4OYvfu3fjBD35gdThERNNiklFHenp6cPDgQWzbtg1nnHGG\n1eFQHi6//HK43W6sX78ezzzzjNXhEBFlxMcldWL//v246qqr8P3vfx9f/OIXrQ6HCjA5OYmPfexj\niEajePrpp5MSxueffx6PPvqo3nGYiMhC65hk1IFYLIYFCxbwWX4NefnllzF//vykvjU7d+7URxaF\nw2F86EMfsjJEIqJ1p1kdAZXWiRMn0NHRgbe85S249957rQ6HimT27NkYGBjAxz/+cVx66aU4cuQI\nfvCDH8Bms2HmzJl46KGHmGQQkeXYklHjbr/9dtx666345S9/iQ9/+MNWh0NF9sUvfhHbt2+Hpmk4\nfvy4vvyf/umf8Ktf/crCyIiIOLqkpv3Xf/0XbrnlFnz7299mglGDAoEAtmzZgj/96U9JCQYA/M//\n/A+i0ahFkRERncQko0a98sorcDqdWLp0Kb785S9bHQ4V0WuvvYbOzk44nQDyxBUAACAASURBVE78\n7W9/w7Fjx6asc9ppp2H37t0WREdEdAqTjBokhMCqVatw2mmn4cc//rE+WyvVhn/913+Fz+cDkH4G\n3hMnTrCTLxFZjklGDfrOd76Dxx57DH6/H2eeeabV4VCRXX/99WhoaMCsWbPSrnPixAn88pe/xB//\n+McyRkZElIxJRo05ePAgVFXFbbfdhosvvtjqcKgEPvKRjyAajWLVqlWw2WyYMSP9P+NgMFjGyIiI\nknF0SQ354x//iIULF+KDH/wggsEgH5PUgb1792LVqlX4wx/+MKVvxsyZM7FkyRIMDQ1ZFB0R1TmO\nLqlGf/7zn6csE0Jg9erVmJycxE9+8hMmGHXiYx/7GH7729/C6XQCQFKrxuTkJPbu3Yu//e1vVoVH\nRHWOSUaVef7553HGGWfgmmuuwZ/+9Cd9+d13342HH34Yfr8fZ599toURUrnZ7XZs2bIFP/vZz3DW\nWWcl9dV444038Oijj1oYHRHVMyYZVUY2fT/22GNoaWlBKBTCU089hZtuugk9PT249NJLLY6QrPKJ\nT3wC4+PjuPbaawGcbNWYOXMmdu3aZXFkRFSv2Cejylx66aUYHR3FiRMncNppp8Fms2HBggVoaGjA\nnj17MnYCpPrx05/+FGvWrMGrr74KADh+/DhmzpxpcVREVGc4QVo1eeWVV9DU1IQTJ04kLbfZbFi6\ndCkGBgZgt9stis5aL7/8Mm688UZMTk5aHUrFeP311zEyMoJEIoGrr746abZWIqOOjg4oimJ1GFR7\n2PGzmvzsZz8zXS6EwM9//nN88IMfxKFDh8ocVWXYt28fAoGA1WFUlDe/+c246qqrcM011zDBoLR2\n7NjBfztUMpyFtYo8+OCDaUeNHDt2DC+//DIuvPBC3HfffVi9enWZo6sM27dvtzoEoqqycuVKq0Og\nGsaWjCrxf//3f9i7d2/GxwHyyZd8Dk9ERGQltmRUib1795pOhCXNmjULjY2NuP/++7F48eIyRkZE\nRGSOLRlVYteuXTjttKk54YwZM2Cz2bBq1SocOXKECQYREVUMtmRUgePHj+Ohhx6a0pIxa9YsvPOd\n78SPf/xjfPzjH7coOiIiInNsyagCIyMjSdU9ZS2MFStW4Le//S0TDCIiqkhMMqrA7t278aY3vQnA\nydaLs846C8FgEPfff3/d1sWoZvF4HIFAAA6Ho+j7drvdcLvdBR+/WDHG43H09vYWtI/p9Pb2QtO0\nkh6DiPLDJKPCCSHwk5/8BG+88QYA4FOf+hTGx8exdOlSiyMjSdO0nCak27BhA5xOp2XTsJsdP/Uc\nihFjPB7Hhg0bSl7k6corr0RHRwfi8XhJj5MPTdMwNjYGn8+Xd8IWDof17VP/zsLhMGw2m/7q6uoq\nRthERTOl4icrJ1YWTdOwd+9eAMAll1yCOXPmWBxRfmbOnIm77roLs2fPLsn+t27dipUrV8KKArbB\nYBAOhyOnY8ubhVUFd1OPb3YOhcSoaRo6Ojpw8803o7W1tQgRZzY2Nobbb7+94Kq34XAYO3fuRE9P\nT1Hikq1KGzduBJD7tezt7cWBAwewdu1atLS0oLm5Oel9n8+Hzs5O/fehoaGckzpZJ2NwcDCn7Yiy\nMLXiJysnVpbTTz8dc+fOhaIoVZtgAEAgEMC+ffusDqPoNE2Dz+ezOoyClOIcNm/ejJaWlrIkGADQ\n2tqKOXPmYPPmzTlvKx8NdXV14ciRI7jhhhuKFldPT0/eCUtXVxcSiQQGBgagKMqUBAMAZs+eDSGE\n/mJpcKo4IsXg4KAwWUxUEABicHCwZPvP9e82FouJoaEhoSiKEEIIr9crAAiXyyXGx8dN1/d4PAKA\nUBRFDA8PCyGEUFVVAEh6CSFEIpHQ9wlAqKoqYrGYvj/juqkikUjS/jwez5RlclsZEwARiUSE3+/X\nz0lKJBLC7/frsY+PjyftI905GH8eGhrSr4/xPNJdWwD6NUoXCwDh9XqTtjPGbzxmJBIRQgh9W+My\naXh4WACYNj4pFAoJVVWFqqoiFApltU2+Mv3/NqOqqnC5XBnXkX8TqqqK0dHRvGNrb28X7e3teW9P\nlMH1TDKoLCotyTDeUOUHdCKREC6XSwBISjRisZhQFEX4/X4hxKmbmbwxmd1A5H5isZh+MzDeNKa7\n6RiTCiNFUabcSOXv8j2zbVwul0gkEkIIkXSTzxRP6vWRycl0Nz+ZHKQmATIWVVX1310ul/67MX55\nbUdHR/VjyjjMrqdx+dDQUNrYZCLjcrmE3+/PmJCkJl7pXtnIZd1QKKSfh0xUjYmtJK+zfCmKknWC\nZcQkg0qISQaVR6UlGUKYf/DLD3iPx6Mvkzfl1G3lzdFsP6nfRLO5qaeSNxjjt2x5Izbe+I2xpu5X\n3oiMSVMikcgpyZhuWSrZMpJKXkfjjXB0dDSp5aWQOOR5Ga9HKvm+TLjKJZckQ7ZOyf/vxuQ3tcUi\nkUjoLTKpLUPZYpJBJcQkg8qjWpIMs+XGb9jTPVZIFYlEkh5pTHdsI9lyIG+a4+Pj+s1GJjhDQ0NJ\nN57U/cr1pzvHYiYZ6daR1zHXbXOJY7r4cmnJKKZCWz1k8pupFcnr9U55VJYNJhlUQtdzCCvRNOQw\nTmHoYCdfmfh8Pqxbty7vznhz586Fy+VCd3c3NE3DM888A5fLBZfLhY0bN0LTNDzyyCN43/vel3Yf\n/f39eR27FKwasmvU2NiIFStWoK+vD/PmzcOmTZvgdrsRDoenrGscGprpVQ4tLS0AMv//XL58eUVc\nYyIjJhlEJlwu15RlExMTWW8fCATQ2dmJe+65B3Pnzs07jiVLlgAAnn76aWzduhUtLS36sj179gA4\neeOsBjLZMruhW6GlpQU9PT244YYbcOTIEXR1dSEQCOj1NsySylwTzXzIvz2zAmOZEla73W76d0tk\nJSYZRAYykZA3cgDwer0AgIGBAf2Df7pKlk6nEwBMhx3m4rLLLgMAXHHFFfoNRi5zOp1YtGhRxu1l\n7OW8sXs8HgBTb5Iy/v7+fv29aDRa9AJSqqrmtL5Z64aV2traAAAvvPCCvkxer/b29rTbaZqmb0tU\nKao6yci10mKtkIWTHA5HTs2j+W5X62RdGE3T9JoExm+My5YtA3CyoFJDQwNsNhuampr0D3S5rjHx\nkMui0WhSC0g8Hk+qTDldlUq73a7ftC+66CJ9mbyRLly40HRf8uerr74awMmiUNFoFACS6pXIG3zq\nOZjty5g0ZIpbttykJhnLli2Doijo7+/Xr+Mdd9yBG2+8cco+jclc6jHTXT95fvI65UO2bhST8TqY\ntU6kloJfvHgxVFWF2+3Wz2/79u1QFAUrVqwAMLXuTDQaxcjICGdhpsqT2kujmjp+yp7z9UTWEUgk\nEnqv82x6lOe7XbGggjt+hkIhvVOi1+s1HXkQiUT0HvypNRpkpzxjLYzUZXK0Sbp6F5nI+Izk0E6z\n80ndbyQS0TuAyjoXckhuunjN9pVt3HJ7s9oN8lrIYxlHvWR7zHRxyGtSrs6c2UiN1ezayVodqYx1\nVlL/Lo3DVwut88GOn1RC1Tu6JJFIZNVbvZbIG5Txw1veHDJ9yOS7XTFVcpJBxefxeDIOJS0FVVXL\nfsxawCSDSsja0SWyadZms8HhcOjNf6kzQAaDQX0d2STq8Xj0Jn/Zyzsej+uPBDRNQ1dXV1IzpKZp\nCAQC+vo+n29K06vcHjg5OkBOOiSbvGW88mV8Lm98T8ZZTAcPHgQAnHvuufqyc845BwDw5JNPFn07\nonytWbMGBw4cwNjYWFmOFw6HEQ6HsWbNmrIcj4iylJp2lKslI1MVRWNdgkxV/pDyTTR1u1AolLS+\noij6IwJ5fPkIwbg/43HNqkAaqxCmylR1z7j/TK90MtU8yDQ+Pt/tigkV1pJhfCRQSc3rtUT+Gyt1\na5msH8L/j/lhSwaVkHWPS/Kpopi6LNM6qc/VzeY1kMmCTHTS7dOsCqQssJT6bN64r2JLl4RMl5zk\nu10xVVqSkW1iR4VJJBIlf4Th8XiYYBSASQaVkHWPS7Zu3QoAU4rayCmRC5U63fOOHTsAJNcUmDdv\nXlIs6chCON3d3fqyK6+8EgDw6KOP6ssef/xxXHLJJQVETeUiSlzrgE6y2+1Yv359SY+xfv36qqkV\nQlRvLEsy8q2imC+zSnkyEclnOGdLSwtcLhc6OzuhaRo0TcOzzz6bsS5CoRUEMxXiyVSEJ9/tiIiI\nCmF5nYxcqigWwlgHIFW2N9rU9eTve/bswcjICFatWpVxe7OEKpcky+wcZAdTY72EYm1HRERUCMuS\njHyqKBZCVsp77rnn9GXyuNNVyTOrAgmcas1wOp3w+XxobW0tZshTyMJKxnN46aWXkt4r5nZERESF\nsCzJyFRF0azyn1m1wUxVClNdc801UBQFt99+u77enj174HK5TKvkTVcFUpKtF/lOgpWL5uZmeL1e\nbNmyRX9Es2XLFni93qTHNKkVBLPdjmpXPVbH1TQNY2Nj8Pl8+rD0bLE6LlFxWJZkNDY2IhKJ6OWR\nXS4XIpEImpub0dTUpK/X0NCQ9F8A+vuy/O+mTZvQ0dGRtF3qh4rdbsfmzZuhKAqampr0D9w777zT\nNL558+bB4XCgoaEBzc3NGBgYMF2vtbUViqJMO4dEsaxduxZLlixBQ0MDOjo60NbWhrVr15ZsO6oN\nIyMjVodQdh6PBw8//DA6OztzShQCgQB8Ph8GBgYwMDCARx55BD6fr4SREtUum0jpBLB161asXLmy\nbnvcy+Qj2/PXNA033XQT+vr6ShlW1bPZbBgcHMw4wVMh6v3vNhNN09DR0YFgMFiX1yeXf9PRaBTn\nn38+RkdH9cef4XAY8+fPRygU0kea1ZKVK1cCAAYHBy2OhGrQOss7fla77du3c+ZDKjlWxy0PVscl\nKrLUyhnVMndJKWRbBVJO8ARD8TDKDBVWjKuasDpu7tVxzfaVjUqojltuLMZFJVS9E6SVQrYfYHJ2\nxHLOYlrtmGTkj9VxC1OMhCSXfVQbJhlUQtZOkFZpRJb1KtauXQshBDtOUlmwOi4RVSsmGUQVjtVx\nc6+Omy9WxyUqLiYZRFWC1XFLn2SxOi5RcTHJSCO11z6RVVgdt3xYHZeouJhkpLFhwwY4nc6Kr/YX\nj8fhdrv15mNZqTRVOBxOambu6uoqc6SUL1bHzZ/xWhh/llgdl6i0mGSkUQ3FteLxOJ577jn09PRA\nCAG/3w+n02n6DTd1jH/qN02qXKyOmx+bzZZ0LWSCNh1WxyUqHlb8zCDX6p/lNjY2NqXZOV3MwWCw\nrN8gU7HiZ+1hddzawIqfVELWV/yUlf9kRUHjNw1N0/RKgjabDW63W2++TVfpsKurS++oJSsWGpdl\nU6kwk3SVF7M5n2JLTTBkc7D8xitFo1E4HA643W6MjY2VLB6iTFgdl6gOpVbOKGdRI4/HoxfoSSQS\neiVNSVbfi8ViU6oYGisWhkIhIURydcF01Q/lNpimUqFxXSlT5cVszieVMZZMr2xEIhH9eMZzEEKI\noaGhpP1lqrRYKmAxrprC6ri1g8W4qISsrfiZ+gElP7gkVVUzlkY2uwlns8xsHbNKhanrZVN5MdP5\nlIpMpOTLeA5SIpEQoVBI/9Avd7VSJhm1JdtEmNVxKx+TDCohayt+ulwuNDU1IRAIQNM0NDY2Jj3f\n7enpQV9fH6LRaMmG60lmlQpTTVd5cbrzKZXm5mYIIRAKhaCqKrq7u6dMTW2329HS0oKenh54vd6K\nHzVDlU2wOi4RZcHSJOPGG2+EoihwOp1oaGgwTSR8Ph/WrVtnaadFabrKi9mcj1Gxqxq2tLSgo6MD\nANDZ2Zl2veXLlzPJICKikjvNyoPPnTsXQ0NDCIfD6O/v11sR1q9fD+Bkx83Ozk59uF45ZFPRcGJi\nAnPnzp2yfLrzSVWKVg6zuFLZ7XaWSCYiopKztCXDZrNB0zS0tLSgr68PoVAo6XGF0+kEgLIkGOkq\nFRpNV3lxuvMpBxmX3+/PuA57+VOxsDouEaVj+RBWj8ejDy8988wz4fF49PfkI5JoNJo0vDQej5tW\nOjQuMw51TV0mZapUaLZdpsqL2ZxPsTkcDvT29urH0zQNHo8HqqpixYoV+jkah9lGo1GMjIyYVm4k\nykc1VMfVNC3t48jUKrlyiLvD4ajocyKqCqldQa0YXeLxeExHRcgRH6qqilgspo82SR1NIePNdVko\nFNKHwnq9XpFIJJJiS91OiOShojKWbM+n2FKHpno8Hn1Yrtk6qqrqw23LDRxdUtNS/51UGjm83exl\nHBHm9/uFoigikUjoQ9trfWQMR5dQCV1flxU/K72SZy1ixc/aVun/pgKBAC655JKkR6/xeBybNm3S\nS65Ho1Gcf/75GB0d1QvdhcNhzJ8/H6FQSB+BVmtY8ZNKyPqKn0SUHVbHzd/ixYun9O3at28frr32\nWv33gwcPAgDOPfdcfdk555wDYOrcP0SUpdS2jVpvds62UiEVF/i4pCCsjlu86rjGa5b6u9k+8Pcq\nubWKj0uohKyt+GmFQj6UKH9MMgqTmhSzOm5hQqGQngAZ40uXZNTy3xaTDCohayt+WkFkWamQqJKw\nOm5x7dy5kyOsiMqg7pIMomrE6rjFq44r+6o0NjYmLc903Vi8jig/TDKIqoCsJhsKheByudDd3Z10\nY5bVce+5556sqr4WQ7bVcc1Mdz6pzJKVdAnMdFI7fEpmNXJkJ9iFCxdmtW8iSlYRSUY1VQzMd16R\nalev510pWB23eA4cOGA6HPXqq68GADz33HP6spdeeinpPSLKTUUkGdVQMTBV6jeneDwOt9udtoqg\nFA6Hk27WXV1decdQzMqE0+2LfVisx+q4hQuHw1i0aJHpe83NzfB6vdiyZQs0TYOmadiyZQu8Xm/Z\n5k4iqjmpXUGt6qWPKunBbRZnLBZLqrQpe9abVfz0er1Jo1uGhobyiqOYlQlz2Ve+/5/A0SUFAavj\nFoW8PpnIKrmKoojh4eGyxGUlji6hEqqcIazVnGSklvJOt54QIu+kwkjeOIzHlTeZXMuG57ovJhn1\npVr+XVL+mGRQCRU2hHVsbCzts3pZzc9msyEajWasSJjKbH/p+gNMV1WwHGQJYkk2SauqmrQ8Go3C\n4XDA7XZjbGws7+MVszIhqxwSEVGpFJRktLa2Ynh4GMDJG6owPLNfv349VFVFKBRCc3MzbrrpJnR2\ndiIWiyESiWDjxo3YsGGD6X5jsdiUZZFIZMqyeDyONWvWYM6cORBC4Ctf+QquuOIKhMNh0/0Wcxhc\nOtFoVH+23NHRkfSejGvjxo24+OKL4XA40iZamRw4cABAcic/ORwv174ZxdwX1ZZMfTSIiLJRcMfP\nxYsXQ1VVbNy4Uf8GD5z6Ni97cZ999tlwuVxobGzUb2j9/f2m+0wdvw6Y95rft28fgsGgPq25LK6z\nc+dO0/2KIg6DMyMnWJIFh1Jv0oqiIJFIIBQKQVVVBINBPPTQQzkfJ911MztmOfdFtaWpqcn0ZyKi\nbBVldIkcc75nzx592dNPP500Fr0UFQmnqypYbs3NzRBC6ElEd3c3fD5f0jp2ux0tLS3o6emB1+vl\njZwqVrGSbyKqX0VJMlpaWqAoin7TB4D9+/dPGYte7IqE01UVTFWOxyXAyeshH5V0dnamXW/58uV5\nJRnFrEzIKodERFQqRauT0d7ejmAwiLGxMUSjUVx00UVJ75eyImE2004DpX9cYpTNOdrt9rxu5MWs\nTMgqh0REVCpFSzJkf4gtW7bg4MGDuOyyy5LeL0VFwumqClpJxuP3+zOuYyxOlK1iViZklcPKxUq4\ntYHXhupZ0ZKMxsZGqKqK/v5+HD16FHa7Pen9bCsSyp/lN3y5rnHIp6ySmU1VwXJwOBzo7e3VWwA0\nTYPH44Gqqnqn1EAgkDS8NhqNYmRkZMpMkHI4broRMkD2lQmLuS8qv1qohAsUrzJtuavqFut47NNC\ndS21ckYhRY1kEafx8fG072VbkTASiegVBmUBK0VRhN/vT6rYl6mqYCnApDiRrBAoXx6PZ0qBLuM6\nqqqmLZolr4uiKNPGMl1lwmLuSzI7/2yAxbjyku/1Lrd0cRarMm25q+qW4niV+v+SxbiohCqn4me1\nKNcHRTaJgRX7YpJRXpV6Y0plFmcxK9OWu6puKY5Xqf8vmWRQCRVW8ZNKY2xsDDfffHPF7Yuyw0q4\nJxWzmmy5q+qW+3hEtYpJRoXZt28fzjrrrCkfclbvi7LHSrgnlaqabDmq6lp5PKKaktq2UavNzsWC\nNDNO1rpCzxt1+LhE9hUyzliaSCSEqqpJ67hcLv331Os73e9my2T/gdR1jMcttmzimm55NlL7cJn1\nkUgkEiIUCunXP9/ZiYt9vEr9zODjEiohPi7JlajTKoj1et6FYCXc4it3VV1W8SUqDJMMohKp90q4\npawmW+qqulYfj6hWMMkgKqF6roRb6mqypayqWwnHI6oFTDKISqieK+GWuppsKavqVsLxiGoBkwyi\nEqrnSrjFrExb7qq6xTweUV1L7Qpaib30qfqhDkeXSPVaCVcqRmXaclfVLebxpEzXyEocXUIldL1N\niOSHrbt378anPvWp0mY2VJd27dqFT37ykyXZ99atW7Fy5UqOfLGI7BhayPV3OBwYGhoqVkgVd7xi\nXKNSWLlyJQBgcHDQ4kioBq07LXXJ0qVL8eCDD2JyctKKgKhGzZw5E0uXLrU6DKpQ5a5My0q4ROUx\nJck47bTT8OlPf9qKWIioDu3btw/nnXde0UfXVMrxiOrZlCSDiChf+TwSKHdHyXIfL58aI0S1gkkG\nERWs0voZVBJeG6pnHMJKREREJcEkg4iIiEqCSQYRERGVBJMMIiIiKgkmGURERFQSHF1CNeFtb3sb\nAA4XJMrH6tWrrQ6BatSUsuJE1ej48eMYGhpipdoU9913Hw4cOIDvfe97aGhosDocS/3qV7/Cbbfd\nhi996Uv4f//v/1kdTkVpbW3Fu9/9bqvDoNqzjkkGUY3atWsXPvOZz2BwcFCfUr7effnLX8aPf/xj\nPPXUU7jgggusDoeo1jHJIKpFL7zwAhYsWIDly5fjRz/6kdXhVIw33ngDl156KV5//XWMjo7qj9mI\nqCSYZBDVmjfeeAMf+chH8Nprr2FsbAxvfetbrQ6porzwwgtYuHAhPv3pT2Pz5s1Wh0NUy9ZxdAlR\njbn55pvx61//Gtu2bWOCYeI973kPfvKTn+C+++7D/fffb3U4RDWNSQZRDQkGg/jud7+Lvr4+vP/9\n77c6nIrlcDiwfv16dHV14Te/+Y3V4RDVLD4uIaoR0WgUCxYswLJly3DfffdZHU7FO3bsGC6//HK8\n+uqreOqpp9g/g6j42CeDqBYcP34cH/3oR/HHP/4Rhw4d4g0zSy+++CIWLFiAT3ziE9iyZYvV4RDV\nGvbJIKoFqqri8OHD2LFjBxOMHLz73e/G/fffj4GBAdx7771Wh0NUc5hkEFW5PXv24D//8z+xadMm\n/OM//qPV4VSdJUuW4Gtf+xq+9KUv4Ve/+pXV4RDVFD4uIapiL730EubPn4+PfexjeOCBB6wOp2pN\nTk7i8ssvRzwex1NPPYV3vOMdVodEVAv4uISoWk1OTsLpdOKss85Cf3+/1eFUtZkzZyIQCODVV1/F\nF77wBavDIaoZTDKIqtSGDRvw1FNPYdu2bXj7299udThV79xzz8UDDzyA7du3s0oqUZEwySCqQo8/\n/jjuvPNOfPe730VLS4vV4dSMq666Cl//+tfxla98BYcPH7Y6HKKqxz4ZRFXm5Zdfxvz58/HRj34U\ngUDA6nBqzuTkJK666iq8+OKLOHToEOx2u9UhEVUr9skgqiaTk5NYuXIl3vGOd8Dr9VodTk2aOXMm\ntm7dir/85S9Ys2aN1eEQVTUmGURV5Pbbb8cTTzyBbdu24YwzzrA6nJo1e/ZsbN26Fbt27cKmTZus\nDoeoajHJIKoSv/jFL3Drrbeit7cXCxcutDqcmnf55Zfjm9/8Jrq7u3Ho0CGrwyGqSuyTQVQF4vE4\n5s+fj4svvhgPPvig1eHUjRMnTmDJkiWYmJjAM888g4aGBqtDIqom7JNBVOmEELjuuuvw5je/maWv\ny2zGjBm4//778frrr2P16tXgdzKi3DDJIKpwd955J/bv349t27bxm7QFGhsbEQgEEAwGcdddd1kd\nDlFVYZJBVMGeeOIJ3HLLLbjjjjtw0UUXWR1O3frIRz6CjRs34utf/zpGR0etDoeoarBPBlGF+sMf\n/oAFCxZg/vz5eOihh2Cz2awOqa4JIbB06VL87//+L5555hm8853vtDokokrHPhlElUgIgVWrVsFm\ns+EnP/kJE4wKYLPZcP/99wMAVq1axf4ZRFlgkkFUgXp7e/Hoo4/C7/fjrLPOsjoc+rt3vvOdCAQC\neOyxx/Cd73zH6nCIKh6TDKIKMzY2hm984xvYuHEjLrnkEqvDoRQXX3wxbrvtNnzjG9/AE088YXU4\nRBWNfTKIKsirr76KBQsW4AMf+AAefvhhPiapUEIIfPKTn8TTTz+Nw4cP413vepfVIRFVIvbJIKoU\nQgj827/9G44dO4b777+fCUYFk31lZs2ahY6ODpw4ccLqkIgqEpMMogqxadMmBINB+P1+nH322VaH\nQ9M488wzsX37duzfvx+333671eEQVSQmGUQV4NChQ/iP//gP3HrrrbjsssusDoeydOGFF8Lj8eCb\n3/wmDhw4YHU4RBWHfTKILKZpGhYuXIj3ve99ePTRRzFjBnP/anPttdfi4MGDOHz4MJqamqwOh6hS\nsE8GkdXWrl2Lv/71r3jggQeYYFSpe++9F29961uxcuVKTE5OWh0OUcXgJxqRhX74wx/ipz/9KQYH\nB/kNuIrZ7Xbs2LEDTzzxBL71rW9ZHQ5RxWCSQVRir7/+OhobG/HDH/4wafnhw4exfv16fOMb38Di\nxYstio6KZeHChbjrrrtw22234bHHHrM6HKKKwD4ZRCX26KOP4uMfb0MfzQAAIABJREFU/zgAoK2t\nDZs3b4bNZsOHP/xhnHvuuXj88ccxc+ZMi6OkYnE6ndi3bx8OHz6Mc8891+pwiKy0jkkGUYm5XC7c\nd999OHbsGGbNmoU5c+Zg3rx5ePrppxEKhXDOOedYHSIV0Z///GdceOGFmD17NoaHh5lAUj1jx0+i\nUjpx4gQefPBBHDt2DABw7Ngx/O53v8PevXuxfPlyJhg16B3veAe2b9+OJ598ErfccovV4RBZikkG\nUQk9+eSTeOWVV5KWHT9+HJOTk/jBD36AT37yk0gkEhZFR6XyoQ99CN/73vdwxx134Oc//7nV4RBZ\nhkkGUQnt2rULb3rTm0zfE0LgkUcewT/8wz9gbGyszJFRqa1duxYrV65ER0cHXnzxRavDIbIE+2QQ\nldB73/tevPDCC9Out2zZMuzevbv0AVFZ/d///R8uvPBCnHXWWdi/fz9mzZpldUhE5cQ+GUSlcuTI\nkYwJxsyZM2Gz2eByuTA4OFi+wKhsTj/9dOzcuROHDx/GzTffbHU4RGXHJIOoRHbt2pX2m+usWbPQ\n1NSEvXv3oq+vD6effnqZo6Ny+cAHPoC+vj709vbiZz/7mdXhEJUVkwyiEtmxYweOHz+etEyWDf/c\n5z6HI0eO4Morr7QiNCqz6667DqtXr8aqVasQiUSsDoeobNgng6gEjh49ine/+90w/vOaNWsWzjzz\nTGzZskUvzkX1469//Sv+5V/+BaeffjpGRkaSOgQfPXoUo6OjuPbaay2MkKjo2CeDqBR2796tt1rI\n/7a1teG3v/0tE4w69ba3vQ07duzAr3/9a3z1q1/Vl+/duxfnnXce2tra8Oyzz1oYIVHxMckgKoEH\nH3wQk5OTmDVrFhoaGvDQQw9hcHAQZ555ptWhkYXe//7340c/+hG+//3vY+fOnbjlllvw8Y9/HDNm\nzIDNZsOuXbusDpGoqPi4hKjIEomEnky0tbXhhz/8Ic4++2yLo6JKct1112HHjh04duyYPjW8zWbD\nwoULcejQIYujIyoazl2SC1VVcdttt1kdBlFN+O///m9cdNFFVodRdvv370dbWxv+9Kc/6eXmJZvN\nhhdffBFz5syxKDqiolp3mtURVJPnn38es2bNYk0DogItX74czz77bF0lGSdOnMBtt92Gb37zm7DZ\nbHoLhtGMGTOwa9curFu3zoIIiYqPSUaO2tra0NbWZnUYRFRlvvCFL2Dz5s0Z1xFCYMeOHUwyqGaw\n4ycRURksXboUADKWFj9x4gR++ctf4g9/+EO5wiIqKSYZRERlsGzZMrz88sv6EGabzWa6nhACQ0ND\n5QyNqGSYZBARlUlTUxOGhoawdetWnHHGGaatGjabDTt37rQgOqLiY5JBRFRmTqcT4+PjuOaaawAk\nt2pMTk7isccew5///GerwiMqGiYZREQWaGpqwkMPPWTaqnH8+HE88sgjFkZHVBxMMmpUPB5HIBCA\nw+EoaJ1yKVYs8Xgcvb29RYrKXG9vLzRNK+kxqH7IVo0lS5YAONmqMWPGDD4yoZrAJKNKaJqWtqOY\nmQ0bNsDpdCIYDBa0Tqmknk8xYonH49iwYQMURSlGiGldeeWV6OjoQDweL+lxisHn82X1dxOPx/V1\nbTYbAoGA6XrhcFhfx2azoaurq9gh16Wmpibs3r0bfr8fdrsdk5OT2LlzJ1577TWrQyMqCJOMKjEy\nMpLT+n19fUVZp1RSz6fQWDRNw5o1a7Bq1SrMnTu3oH1Np6WlBTfffDPWrFlTcItGOByG2+0uUmRT\n993Z2TntevLaASdHNsRiMWzdutU0rieffDLpd/ntu9K8+c1vTkqGquXldDqRSCT083jrW99qeUx8\nnXqpqmrhX3V1YjGuKqBpGnw+n9VhFE0pzmfz5s1oaWlBa2trUfebTmtrK+bMmYPNmzdj/fr1OW0b\nj8exb98+HDhwAIsWLcINN9xQ9Pg0Tcu6uX3Pnj0IBoMYGBgAADQ2NqKnpwfz58/H5ZdfjsWLF+vr\nzp49G9UwE8Ebb7yBT37yk2hvb7c6lLy9+OKLOO+882CzZd+CSaWzcuVKPP/881aHUX0EZa29vV20\nt7dnvX4sFhNDQ0NCURQhhBBer1cAEC6XS4yPj5uu7/F4BAChKIoYHh4WQgihqqoAkPQSQohEIqHv\nE4BQVVXEYjF9f8Z10zFbJ10csVhM+P1+/XyGhob0dSKRSNI+hoeHhaIoAoDweDxJcaU7H+PPct8u\nlytp23TXGYAep1EikRB+v1/ft9frTdrO7HxcLpd+PnJb4zLjOQKYNj4pFAoJVVWFqqoiFApltU2+\n5DXP5m9A/n8ySiQS+nlLkUhE/zsbHR0tKD4AYnBwsKB9WLl/qj+5fv6TEEKI65lk5CDXPzLjTVR+\nKCcSCeFyuQSApEQjFosJRVGE3+8XQpy6gcmbkdnNQu4nFovpNwDjTSGfJCNTHPJmZDwfs+PKm7Vc\nx3iTN0soUmOR242Pj0/Ztxl5vNQkQIiTN1BVVZOumfzdeD7yOo+OjurHzHSOxuVDQ0NpY5OJjMvl\nEn6/P2NCkpp4pXtNZ3h4WI8930TTbLm8zvKlKErWCZbZvplkUDVhkpEXJhm5yOePzOwDPBQK6d/w\nJXkjTt1W3hDN9qOqasakIp8bTD5xZHPc1PPNZj/ZnoNsGUklz8V4IxwdHdVbLgqNQ37bN55XKvl+\nIpHIeA7FEovFklprsrl+Zklvum0TiYTeIpPaMpQLJhlUbZhk5IVJRi6KlWSYLTd+q57uUUKqSCSi\nP94oNMnIJ47UZfKmlWmdYiYZ6dYxewyQzba5xDFdfLm0ZBRD6k0/m+tnbL2RyZBZImx2LGPClgsm\nGVRtmGTk5XqOLqkQcuimEGLKKxOfz4d169YVbdhmvnEYuVwuANCHQYbDYQCAx+MpSozZsmJobqrG\nxkasWLECfX19mDdvHjZt2gS3261fE6Nse7inEwwGcfXVV+ccY2trK4aHh3H06FE0NDTA5/PpE3Rd\neeWVabdbvnx5RVxjIqpcHF1iIXkzNpqYmMh6CGYgEEBnZycikQiam5uLGlsucaRqaWnB0NAQJiYm\nYLPZoCgK/H4/VqxYUdQYp6MoCoLBIMLhMFpaWsp6bDMtLS1oaWnRR5f09/dj0aJFWLx4MRobGwse\ntZGpkJnNZsu4/8WLFyeNIunt7YWqqhmvm91uN/0bJiKS2JJhgYmJCQDJNQa8Xi8AYGBgQK+9MF31\nSqfTCQBFTTDyiSNVMBjEZZddhvXr1+szSpYywZAtJKk1K2TrTn9/v/5eNBotegGpXMfOm7VuFEOm\n1qdcEphAIIADBw6gu7s743qapqGtrS3veImo9jHJKBP56EDTNAwMDEBRlKRHHMuWLQMAbNy4EQ0N\nDbDZbGhqatI/xOW6xhu+XBaNRvXERa5jrEaZrjKl2TqZ4jCuL2/axhu7fN/hcOjbGl9dXV36Oqnn\nYxaL2b7NyBaX1CRj2bJlUBQF/f39ejx33HEHbrzxxin7NCZUqcdMdy2j0SgA4KKLLkob23RaWlrQ\n09OT9/b5cLvdUwptaZqGcDiMrq4uHD16FENDQ7Db7fr7gUAA+/bt03+PRqMYGRlJav2g/ORazbdW\nBINBOBwOOByOnB675bsdWaTMnUCqWiEdP41DQL1er+log0gkovfaT63LIDviGWthpC6To03k0Erj\nK1Nsqeuki8NsfbNlqcNdjS85GiY19mz3bUZub1a7QV4XeSzjCIpsj5kuDtlhstSdOQthdu1krY7U\ndbxeb9r6Hcbhq8Wo8wF2/NTJa1tPZH2aRCKhD+vPZqRSvtsVAzt+5oWjS3JRzNEltWx8fNy0ZoWs\ne1EKHo8n40iIUlBVtezHrBVMMk5KJBJZjYKqJfJLkPFLgfzSkSl5zXe7YmGSkReOLqHiCgQCmDt3\nrmk/kaamJvj9/pIcd82aNThw4ADGxsZKsv9U4XAY4XBYn/OD6pd85Gez2eBwOPTHSqkzCweDQX0d\n+ajN4/HoTf7ysWI8HtcfCWiahq6urqTHW5qmIRAI6Ov7fL4pj/Tk9sCpSfK6urr0x6oyXvky9rky\nvifjLKaDBw8CAM4991x92TnnnANg6tw4xdiOLGZ1mlNN8ikrjr+3ZFRyk3oxKYoivF7vlJaM8fHx\nkjdrymqlpf5WMz4+nlW5c0oPNdKSUYwKuUhp7UzdLhQKJa0v/40Zjy8fIRj3ZzyuWaVhY32UVJmq\nuRr3n+mVjlkdHbnfTHVX8t2uWNiSkRc+LslFIWXF6yWfk3OFyA8E/P0Zvtm8IqU6fqkfYaTOxUK5\nq5Uko5QVcgFM6btlNl+OTBZkopNun2YF1mQRv9T+X8Z9FVu6z8PpPifz3a5YmGTkhY9LSknkWcyq\nmtntdn14pjzvnp6eso1CsNvtOc+Kmqv169ejsbGxpMeg6rB161YAmFIsbePGjUXZv3GEDwDs2LED\nAJL+/ubNm5cUSzqy5olxaLIstvboo4/qyx5//HFccsklBURNdAqTDCKiPBWjQm4u+vv7pyyTiUg+\nwzlbWlrgcrnQ2dkJTdOgaRqeffbZjLV3Cq1Mm6k6cabibvluR9ZikkFEVCBjnZpSMtaXSZXtjTZ1\nPfn7nj17MDIyglWrVmXc3iyhyiXJMjsH2cF04cKFRd+OrMUkg4goT8WokJuL9vZ2AMBzzz2nL5PH\nna76qlmlYeBUa4bT6YTP50Nra2sxQ55Czq9jPIeXXnop6b1ibkfWYpJBWWNlwuwrDMbjcbjdbr3p\nWFZ8TV1HDi9Mt47x+HL4Y7r1qPyKUSE3U/XbVNdccw0URcHtt9+ur7dnzx64XC7Tfk/TVRqWZOtF\nsSZazKS5uRlerxdbtmzRH9Fs2bIFXq836TFNamXabLejClPWfqZVrt57F7MyYXYVBmOxWFLBIDkC\nwdirXxZhSh2KaKzEKcSp3v9yWG42U7BXA9TI6BIhilMhF2mq35oNzYzFYsLr9err+P3+KaNQ5HvZ\nVBqWFEVJqohbavLzRFEU09FnqZVps92uVOr98z9PHMKai3r+I2NlwpOyqTBoVt7ceFMR4lTiYfzQ\nl/s2fnCmbieXlaMuQCnVUpJRicz+bjKRCTSlV8+f/wXgENZ6wsqEucm3wmDqM23ZRG6crVUONzQO\nUXzPe94D4NQwReDUDLOykqk8z3JPqka1bfv27ZxRl0rD6jSnmlRzJsvKhOWrTGhkbEo3m5wtXcxG\ncvvR0VHh9/trohAY2JJRMtlWGpZ/VzAUD6P0qvnz30J8XJKLav4jY2XC3OWSCJhJnQ3XeD6pidR0\n+5brq6qa8bl6tWCSUTrZJtGyX0e5ZjGtdtX8+W8hPi6pF6xMWH7Nzc0QQiAUCkFVVXR3d8Pn8wE4\n1Zv/rrvu0h+nhMNhAKcekUi9vb1YtGgREokEAKCjoyNplAKRkciyXsX/Z+/uw5uq7/6BvyPU+bS1\nCLYCs1x7uEF0ly2oWJ2Da4WJ4E6duwVpsXN60d6pgAOp9xDTdVurOC3cOrht1yBYa5tInWIyQCct\nghMqiiRzDsutzMTBSHxqfg4HAp7fH933kKQnaR5OcvLwfl1XL/Hk5JzPSfPw6Tnf7ztVVVWQZRlV\nVVVJrI6yDZuMLMFkwuQlE6rVXllZCQCorq4GMDBuo7u7G4cOHUJeXh7MZjM+/vhjAKcbKmBgCmJt\nbS1mzZqF3NxcVFZWwm63Y+PGjRHvn4hIL2wysgyTCROfTKhm/Pjxg5aVlpbCZrMpf03u27cPJpNJ\nOZMDAOXl5QBON2gFBQUATjcrRESpjE1GlmAyYfS0TBgUx26xWFRvt1qt2LFjR8AlImDw2RTRbCQj\nNInSW/CsMSI9sMnIEkwmjF6syYRlZWVYtWqVctbD5/OhqakJJpMJ8+bNU9bz+XxwOp2oqanBoUOH\nYLPZBo1tWbJkCYDTj4+YyiqWE4VSX1+P8vLymC5PJlMk6bhutxs1NTXKFHcx/Z7SQDKHmaa7dB9d\nzGTC2ESbTCjWFz9NTU2DArrEba2trWGDvWR5YKaOmF1iNBqTmnKYKODskqTwf/2mokjTcW02m/Jv\nsY5Ylizp/v6vk4UGWU7QyL8MNH/+fABAR0eHzpVkDjHwMtKnoc/nw/Lly9Hc3JzIsijBDAYDOjo6\nlMtq6bb9dBHt6yvZent7B132DK7ZbrcPOnOpx3Hx/T8mi3i5hNIKkwkp1YjkWZFo6z9jyefzBXwJ\nXl1dnXL5MFTSbk1NjXKpTSTm+i+LJCk3nFDJv5Ecj9YiSccNdWk0mhlepCM9z6OkG54u0xaTCbMX\nMuRySVNTk3LZsb+/X3muCuIyl8fjGZSi65+YKy6Z+afbhkrfhd+luHBJuf7rCuGSfyM5nmD+tYT7\niUSodNxg/f39vFySPpj4GQ0+ybQV6RsRkwkzT6Y0GcENsmicBZPJFDaaX+25H8kytXXUknKD14sk\n+Tfc8SRKuHTcYN3d3QFfT5AsfP+PCRM/ST8ykwkpzRmNRhQUFMBqtcLn8yE/Pz/gudzQ0IDm5ma4\n3e6ETRcX1JJygw2V/DvU8SRKuHTcYI888ghWrFgxaCYWpSY2GUREMVq6dCkkSUJ5eTny8vJUGwmz\n2YxFixalRLbJUMm/kRyPv3hTdYOppeP6s1qtkCQp4Rk5pJ3hehdARJSuxo8fD5vNBqfTiZaWFuUs\nwrJlywAMfChWV1fD5XKFjcDXUiQDIg8cOKCaQjvU8QRLxFkOtbqAge/2efvtt9HQ0KD5PilxeCaD\n0gYTDCnVGAwG+Hw+FBUVobm5GQ6HI+ByhYiFT0aDESop199Qyb9DHU8yqKXjer1ebNu2LaDBEEF2\nlNrYZFDayKQEQwDKNEQxlTDUepTampqalOmlI0aMCPgWXXGJxO12B0wv9Xq9qkm7/sv8p7oGLxPC\nJeWq3S9c8m8kx6O1SNJxvV4vFixYgNra2oBLMMXFxWEbKkoRegw3TVccXaw/ZECCoSwPTBWE39RB\ntZkBmQwZNrtE/D6Df3/BKblitknwbArxnI52WbikXLX7yXLo5N9IjkdrkaTjiqm5aj/JTP7l+39M\nmPgZDSa+6S8TEgzDLZMkCTabLQmV6ouJn/FJ9ddBJuL7f0yY+EmDMcEwdpEkGAJQTkGLLzwTjwUH\ntRFRRtHzPEq6yYbTZUwwTF6Cobht9+7dssViCZt6mmmQIZdL9BBpUi5pKxve/xOAiZ/RyIYnWfAb\nFxMMYxNpgqFopEwmU9ITDPXEJiN2sTS8FL9seP9PACZ+UiAmGGojkgTDVatWYdq0aejv7wcAVFZW\nKpdXiEKRI0zKJUoFbDIoABMMk5NgaLVaUVtbi1mzZiE3NxeVlZWw2+3YuHFjtA8BEVHKYpNBAUTi\nn8PhgNFoRG1tbcAHs0gwXLt2bchkPq1FmmCoZqjjCabWrIRqYCKl9jiJkCbx/QsFBQUA1KOUiYjS\nFZsMCsAEQ+2pJRgGnwUSzUYqnB2i6KVTGm2sZ+XSXbYet97YZNAgTDCMXSQJhgCwZMkSAKePV0xl\nFcspvaRLGq0/tbNyYip5WVlZ3Mei1bYiSdB1u92oqalRpr4HT2MH1I+XkiBZQ0wzQTaMLgYTDOMS\nSYKh0N3drcwuMRqNcnd3d0JrSyXIwNklwc/LVBWqTovFIkuSJPf39ytTyFtbW2Pah1bbiiRBt7+/\nX7bZbMq/xTpiWbBYf0/Z8P6fAJzCGg0+yRInXd6gSRtsMvSjVqf4I8H/A138QSEyZyKl5bbUGvTg\n+tWaiXC/CzYZScUprESUvXp7e0NeqxdJsQaDAW63O2zabTC17YUaDzBUYm0y7Nq1CwAwZswYZdno\n0aMBAHv27NFtW5Ek6IYaxxTJgHFKPDYZpLtwYzSIEqmkpATd3d0ABj64ZL9r9suWLYPJZILD4UBh\nYSGWL1+O6upqeDweuFwuNDY2or6+XnW7Ho9n0DKXyzVomfiG0bFjx0KWZSxZsgTTp0+H0+lU3a7W\nU6yFHTt2AAgc0J2fnw8AUY+n0HJb/txutzKeSkwLVyMaEX5Da2pgk0G6E9M3g/9NlAylpaUwmUxo\nbGwMCEMT/xahcKNGjYLRaER+fr7yAdrS0qK6TfGh6k9tRlZPTw/sdrsyKLi0tBQA8Mwzz6huV07A\nFOtwxwFE3xhouS3B7XZj3LhxSsheuO3s3bsXkiRh6tSpMe2LtMUmg3QX7xskUbxuvvlmAMDWrVuV\nZXv37lWWA4lJux0qsZYGRJKgKzzyyCNYsWKFMi2c9MUmg4iyXlFRESRJUj70AWD79u3KWQxB67Tb\noRJrgyXqckm444l2bIOW2woWKkFXsFqtkCRp0FgO0g+bDCIiABUVFbDb7ejt7YXb7caUKVMCbk9k\n2m2oxNpgibpcopZFI7JeJk+erNu21IR67J1OJ95++21UVVXFvQ/SDpsMUsUEw9SXrcedKGI8RFtb\nG3bt2jXomn4i0m6HSqxNlpkzZwIADh48qCw7fPhwwG16bEuNWoKu1+vFtm3b0NDQoCxzOp2oqamJ\ne38UHzYZpIoJhoEiSR0EBt7Y/D/4Y32Ti2R/HMOirfz8fJhMJrS0tODQoUODrulHmnYr/i0uDYh1\nRaorAOV5EUlibTIUFhaitbUVbW1t8Pl88Pl8aGtrQ2tra0BTJabahpr9ovW2IknQFTN0amtrA157\nxcXFnGGSChKbw5FZsi2MBWkcLiTLyU0dFFpbWwMSP0OlDmq1P1lOn9+TP6RoGJcIjerr6wt5W6Rp\nty6XS0mvFc8DSZJki8UiezweZbvhEmsTIdzzRSTWSpKkmkArjlmSpCH3o8W2IknQFam5aj9qv8dY\nXy/Z9v6vESZ+RiPbnmTp8uGlVmeyUweFWJqKePY31G2pKlWbjGygxfMlkiZDj21Fgk1GUjHxM9Mw\nwXBAslMHgYHT6GVlZairqws4NR6tSPdHpIfe3l6sWLEi5bZFqYlNRoZhguEAPVIHxTE2Njbi6quv\nRllZWdwJppGmHBIlQ09PD84//3xNpohquS1KXWwyMhATDPVJHZQkCf39/UpgkN1ux/PPPx/TviLZ\nH1E8YmngS0tLNZu+q+W2IsFZWPpgk5GhmGCovUhSB3Nzc1FUVISGhga0trbG1RhEk3JIFKl4G/h0\nla3HrTc2GRmKCYb6pQ4Kc+fO1eTsQ6T7IyJKNWwyMhgTDJOfOugvNzdXs6+bTuZpZSIirbDJyGBM\nMExu6qDaOlqFKkWyPyKiVMMmI4MxwTB5qYNWqzVgqq7b7cbOnTuVRk/r/RERpYPhehdAiXXzzTej\nsbFRdYxCQ0MD7HY7zGYzFi9eDJPJhI8++gjHjh3DuHHjlPUKCgogyzLuvfdeHDp0CBMmTIDNZoMk\nSZAkCRUVFcqHaX5+PlwuF8xmMxobG2E0GnHvvfdqerYkUlVVVbDb7cjLy4MkSViyZMmgD/3+/n4Y\njUbU1dXBZrOF3E5ZWRlqa2sBAE1NTbjhhhsCpt6de+65mD59OoCBqcM333yz6mOu1f5oaF1dXcjJ\nydG7DMoQXV1dSf9jKRMYZA6zjdj8+fMBAB0dHTpXQv7EwNB4nsplZWUhP/QTQcv9aXH8yWYwGNDR\n0YGKioqEbP8rX/kKvvjii4Rsm7LXfffdlxEz5ZJoEc9kUNZLduogUw4T7/jx43qXQETg5RLKcj09\nPfj617+etNkbyd4fEZGe2GRQxojlskHwGI1E03J/TC8kolTHJoPSXjqNRdBSth43EaUPTmElIiKi\nhGCTQURERAnBJoOIiIgSgk0GERERJQQHfkapq6sLP/rRj/Qug4iIKOWxyYjCN77xDZw4cQJz587V\nuxSitPftb39b7xKIKMEYK06acDqdKCkpQW1tLRoaGvQuR1fHjh3D1VdfjeHDh+PVV1/FmWeeqXdJ\nRER6WMQmg+L2z3/+E1dccQUKCgrQ09ODYcOG6V2S7vr6+nDllVfi9ttvx6OPPqp3OUREeljEgZ8U\nN6PRiE8++QQWi4UNxr9NmDABLS0tWLNmDTZt2qR3OUREuuCYDIrLunXr0NnZiS1btmDMmDF6l5NS\nKioq8PLLL+OOO+7ApEmTMG7cOL1LIiJKKl4uoZi9/fbbmDJlCu666y6sXLlS73JS0ueff46rrroK\n5513Hnbs2MHxGUSUTTgmg2Lz+eef44orrsD555+Pl19+GcOH86RYKPv378eVV16JmpoaPPzww3qX\nQ0SULByTQbG588474fV60dnZyQZjCBMnTsRjjz2GVatWYfPmzXqXQ0SUNGwyKGrt7e148skn8cQT\nT6CwsFDvctLCT37yE1RWVuK2227DBx98oHc5RERJwcslFJV33nkHV1xxBYxGI5qamvQuJ60cPXoU\nV155JUaOHInt27fzDBARZTqOyaDIff755ygpKcE555yDnTt3chBjDP7yl7/gqquuws9+9jM88MAD\nepdDRJRIHJNBkVu6dCn+/ve/w2q1ssGI0Xe+8x088sgjePDBB/Hiiy/qXQ4RUULxTAZFxGKxYP78\n+fj973+Pm266Se9y0t78+fOxbds27Nu3j/kiRJSpeLmEhnbgwAFcccUV+OlPf4rf/va3epeTET77\n7DNceeWVGD16NLZt28akVCLKRGwyKLzjx4/j6quvxhlnnIFdu3bxMomG9u3bh2uuuQb33HMPfv3r\nX+tdDhGR1jgmg8K7++67cfDgQTz99NNsMDQ2adIkrF69Gg888AC6u7v1LoeISHM8k0EhdXV1Ye7c\nuXj66acxd+5cvcvJWLfccgt27twJh8OBgoICvcshItIKL5eQur/97W+YNGkSKioq8Nhjj+ldTkbz\n+XyYPHkyvvnNb+KFF17g+AwiyhS8XEKDffHFF5g7dy6+8Y1vYPXq1XqXk/Fyc3OxceNG7Ny5k180\nR0QZhU0GDXLPPfegr68PVqsVZ511lt7lZIXLL78cTU1N+OUvf4mdO3fqXQ4RkSZ4uYQCPP/887jp\nppvw1FNPoaKiQu9ysoosy/jxj3+MPXv2wOFw4IILLtC7JCLOpurjAAAgAElEQVSieHBMBp3mcrkw\nadIk/Od//ifMZrPe5WSlTz/9FJMnT8bFF1+MLVu2wGAw6F0SEVGsOCaDBnzxxReYN28exo4di0cf\nfVTvcrLWiBEjYLVa0dPTg4ceekjvcoiI4sImgwAAJpMJb731FjZu3IhzzjlH73Ky2lVXXYX7778f\nJpMJr776qt7lEBHFjJdLCJs3b4YkSdiwYQNuu+02vcshDIzPKCsrw5///Ge8+eabGDlypN4lERFF\ni2Myst0HH3yASZMm4YYbbkBbW5ve5ZCfjz/+GJMnT0ZRURGef/55js8gonTDMRnZ7NSpU6ioqEB+\nfj4Dt1LQyJEj0dHRga1btzKvhIjSEpuMLFZXV4c333wTTz/9NM4991y9yyEV1157LRoaGrBixQq8\n9tprepdDRBQVXi7JUi+++CJmzZqF3/3ud6iqqtK7HApDlmXMnj0b77zzDvbt24e8vDy9SyIiigTH\nZGSjf/zjHyguLsaMGTPQ0dGhdzkUAa/Xi0mTJuGqq67C73//e47PIKJ0wDEZ2UaMw8jLy0NLS4ve\n5VCE8vPz0dnZCZvNhrVr1+pdDhFRRNhkZJlf/epX6O3thdVqxVe/+lW9y6EoTJs2Db/85S9RW1uL\nN998U+9yiIiGxMslWaSnpwfXXXcd1qxZg5qaGr3LoRicOnUKM2fOxPvvv4+9e/ciNzdX75KIiELh\nmIxs4fF4UFxcjO9973vYuHGj3uVQHI4cOYJJkyZh6tSpePrppwNu+/LLL+HxeDB69GidqiMiUnBM\nRjY4deoUbr31Vpxzzjn84rMMcOGFF+Kpp57C73//+4BxNUeOHEFxcTHGjBkDr9erY4VERAPYZGSB\nBx98EDt37sTGjRt5ej1DTJ8+Hffeey+WLl0Kh8OB7du34zvf+Q7++te/AgDsdrvOFRIRcUxGxtu5\ncydKS0uxevVq3HXXXXqXQxo6deoUSktLcfjwYRw8eBAGgwGnTp3CsGHDMHPmTGzevFnvEokou3FM\nRib78MMPUVxcjClTpuDZZ59ltkKGOXLkCG666Sa8/vrrOHXqVMBtOTk5+OSTT3DeeefpVB0REcdk\nZCxZlnHbbbfhzDPPxPr169lgZJg//vGPuOSSS7B3795BDQYAnDx5Ei+++KIOlRERncYmI0M99NBD\n6O7uhsViwYgRI/QuhzT0yCOPYObMmfD5fDhx4oTqOsOGDcNzzz2X5MqIiAKxychAr776KkwmE+6/\n/36UlJToXQ5pzOfzAUDYs1MnT57E888/H7IJISJKBo7JyDCffPIJJk2ahMsuuww2m42XSTJUT08P\nKisr8eGHH4ZtJF566SXMmDEjiZURESk4JiOTyLKMn/70p5BlGU888QQbjAxWWlqK/fv347bbboPB\nYMAZZwx+KZ955pnYtGmTDtUREQ1gk5FBVq9eja1bt6KzsxMjR47UuxxKsK997Wswm83YsmULRo0a\nhZycnIDbv/jiC3R1dYEnK4lIL2wy0sxnn32G4uLiQX+h7tmzBytWrEBDQwOuvfZanaojPVx//fU4\ncOAA5s2bBwABZzW8Xi/eeOMNvUojoizHJiPNvPDCC3A6nbjpppuwaNEiHD9+HP39/bjlllvw/e9/\nHz//+c/1LpF0kJubiyeffBLPP/88zj//fOWsBi+ZEJGeOPAzzVRUVKCrqwsnT57E8OHDcemll2Lc\nuHF44403sG/fPuTn5+tdIunsk08+QU1NjfJFeKNHj8bhw4d1roqIshATP9PJiRMnMGLECBw9elRZ\nlpOTg+HDh8NkMmHFihU6VqevkydPwmazqQZTZave3l6sXr0aAPDb3/4WF154oc4VUaoqKSnBRRdd\npHcZlHnYZKSTl156Cdddd92g5QaDAbIso7q6Go8++ijOOussHarT16ZNm3DTTTfpXQZRWrr99tux\nfv16vcugzLNouN4VUOQ2bdqEM888E1988UXActEnrl+/Hi+//DI2bdqEiRMn6lGibj7//HMA4EwK\noijNnz8fx48f17sMylAc+JkmZFlGV1fXoAbD38mTJ3HgwAE89NBDSayMiIhIHZuMNPH666/jww8/\nDHn7sGHDYDAYYDQasXbt2iRWRkREpI6XS9JEqEslwMDgzwsuuADt7e0oLS3VoToiIqLBeCYjTTz9\n9NODGowzzjgDBoMBt956K/bv388Gg4iIUgrPZKSBvr4+HDx4MGBZTk4ORowYgba2Nlx//fU6VUZE\nRBQaz2SkgU2bNikJjiIyeu7cuXjnnXfYYBARUcpik5EGurq6cOLECeTk5CAvLw/PP/88nnrqKYwY\nMULv0igGXq8XVqsVZWVlmm+7rq4OdXV1ce9fqxq9Xi9WrVoV1zaGsmrVKvh8voTug4hiM+hyCZMT\nU8unn36KvXv3AgAuv/xyVFVV4fjx4+jq6tK5sugMGzYMZWVlGD48867Q+Xw+5OXlRZzRUV9fj5aW\nlgRXFd3+g49Bixq9Xi/q6+uxdOnSuLYzlBkzZqCyshLr1q1LuVh9n8+H/fv346233oLdbofNZov4\nvk6nE8XFxcr/G41GNDc3R70Oka7kIM8995wMgD/80fznueeeC366aaajo0MGBj2dk8Jms0W9b/GY\n6CV4/2rHEE+N/f39siRJ8u7du+OqM1K7d++WJUmS+/v749qOw+GQTSaTRlXJsslkkk0mU0yPZWtr\na8Drx2azxbTOUCoqKuSKioqo70cUgYWD/qxkciIlgsFgUJ5bmcTn88FsNutdRlwScQzr1q1DUVER\nSkpKNN1uKCUlJRg7dizWrVuHZcuWRXVfr9eLnp4e7NixA9OmTcPixYs1q6uhoQEA0NjYGPV9L7zw\nwiHfhyNZh0hPHJNBWcnr9cJutytjDsxmMwwGA2pqanDgwAHV9VetWgWDwYCysjL09PQAAJqammC3\n2wEMNFIGgwHA6Q9usayurg5erzei2txut3I/g8GAVatWDVom9iNqMhgMcLvdquMofD4frFarUnvw\n8YU6Bn92u115fIY6Dq/Xi9raWnz/+98fdJt/LQaDIaC5CR4H4r9Pt9sNAMp9/ZcJc+bMQW1tbcSP\ns9PpRF1dHdasWYOJEyeiubkZ8+bNS4lLLm63G2VlZairq0Nvb2/M6xDpLvjchp6nnSlzAZA7OjoS\ntv1on7fwO8UsTun39/fLRqNRBiD39fUp63o8HlmSJNlisciyLMvd3d0yANnhcARsy5/YjsfjkV0u\nlwxANhqNg/YfirhP8DqSJCnb9d+WqDHUfYxGo3IpwWKxDFpP7X7Bj09fX9+g41AjLr24XK5Bt0mS\nFHA5wmg0Kv/vX794bHfv3q3sU9Sh9nj6Lw93ycDj8cgWi0U2Go2yxWIJeByD+T9Hwv1EIpp1Zfn0\nYyh+JEkaVGsk60SCl0sogRayyaCkSLUmQ5bV3/gdDocMQG5qalKWiQ/l4PuKD0e17ZhMprBNRSQf\nOuJ6u/jAleXTH8T+H/z+tQZvV3wQ+TdN/f39UTUZQy0LJsYgBBOPo/8HoRhLoUUd4rj8H49g4vZ4\nx25EK9omQ5YHjkeMEQEgt7a2xrTOUNhkUAIt5OUSIj9FRUUAgNraWmVZZ2cnAAy6VBHuOntDQwOa\nm5vhdrtjnsI5bdo0AMC2bdsAAAcOHMDYsWMBAJs3bwYwENT23e9+N+Q2tmzZAgAYP368siw3Nzem\neiIV6nERj6P/5YiSkpKoZlyEI47L/3cXzOPxYOzYsVi+fDmsVmvEl1b0kJubi6KiIjQ0NKC1tVW5\npBXtOkR6YpNBNATxxi3L8qCfcMxmMxYtWgRJkmLa7/jx42E0GlFbWwufz4c333wTRqMRRqMRjY2N\n8Pl82LJlC775zW+G3IaeU2WDpcIHYH5+PubNm4fm5mZMnDgRa9asQV1dHZxO56B1g8fAhPpJhrlz\n5w75+EWyDlGysckgUmE0GgctUxsQGorVakV1dTXWrl0bcBYhWrNnzwYA7N27F52dnSgqKlKWbd26\nFQBSYqBiJESzpfaBrgdxBmDx4sXYv38/ampqAs5uqDWV0TaaWsnNzVV9Tka7DlGysckg8iMaCfFB\nDgCtra0AgPb2diVZcqgky/LycgBAYWFhXPVMnToVADB9+nTlQ1osKy8vVy6phCJqT+YHe1NTEwAM\nSuEU9be0tCi3ud1u1NTUaLp/k8kU1fpqZzdSjc/nw5w5c+JehyjZ0rrJ8Pl8STtdmUrE1MuysrKo\nTo/Ger9MZ7VaAQw8n9rb2yFJUsAljhtvvBHAwFiDvLw8GAwGFBQUKG/oYl3/xkMsc7vdAWdAvF5v\nwDiAocYE5ObmKh/aU6ZMUZaJD9LJkyerbkv8e+bMmQAG4sbFlE8x/RaA8gEffAxq2/JvGsLVLc7c\nBDcZN954IyRJQktLi/I4rly5UkkE9d+mfzMXvM9Qj584PvE4xUKc3dCS/+OgFn8eHAVvtVoDfkdu\ntxs7d+4M+JblSNYhSgnBQ0HTaXZJLEmL6c5isSjJhmLKZSQjymO9n1aQwrNLHA6HMmujtbVVdeaB\ny+VSRvAbjcaA6ZliRorJZFJmTgQvE7NN/KemIsIZB6I+f2Jqp9rxBG/X5XIpU2qNRmPAlNxQ9apt\nK9K6xf3V0j7FYyH25T/rJdJ9hqpDPCaxTONMlOBa1R47kQoq+E9NNZlMAbOLolknUpxdQgmUvlNY\nRWxxOtSqFfEB5f/mLT4cwr3JxHo/LaVyk0Haa2pqCjuVNBFMJlPS95kJ2GRQAuk7hTVUimKo5L+y\nsjLllKhaSqF/iqPP50NNTU3AaUi1tMHgU69DpUD6JyyKNEYhOH1Ra7t27QIAjBkzRlk2evRoAMCe\nPXs0vx9RrBYsWIAdO3YkLYnS6XTC6XRiwYIFSdkfEUUouO1I1pmMcCmK/sl/4VL+EPSXaPD9HA5H\nwPqSJCmXCMT+/b9UCX6nM8OlQPqnEAYLl7rnv/1wP6GIOtS2G3w6XYv7aQkpdibD/5JAKp1ezyTi\nNZbos2V9fX3KZSCKHs9kUALpd7kklhTF4GXh1gm+ri6amOC0QQBKoxNqm2opkE1NTTKAQdfm/bel\ntVBNyFDNSaz301KqNRmRNnYUn/7+/oRfwmhqamKDEQc2GZRA+l0uiSVFMRrBqYZdXV0AAjMFJk6c\nGFBLKGopkDNmzAAAvPjii8qybdu24ZprromjakoWWYesg2yUm5sb9beiRmvZsmVpkxVClG10azJi\nTVGMlVryoWhEYpnOWVRUBKPRiOrqavh8Pvh8Prz77rthcxHiTRAMlxwZLoQn1vsRERHFQ/ecjGhS\nFOPhnwMQLNIP2uD1xP9v3boVO3fuxG233Rb2/moNVTRNltoxiAGm/nkJWt2PiIgoHro1GbGkKMaj\noqICAHDw4EFlmdjvUCl5aimQwOmzGeXl5TCbzSgpKdGy5EFEsJL/MRw+fDjgNi3vR0REFA/dmoxw\nKYpqyX9qaYPhUgqDzZo1C5Ik4YEHHlDW27p1K4xGo2pK3lApkII4exHrl2BFo7CwEK2trWhra1Mu\n0bS1taG1tTXgMk1wgmCk96P0xOTb2JJvxbR48VoXfD4fent7YTablenswSJZh4ig3xRWWQ6doogI\nU/7CpRSqTc30eDxya2urso7FYhk0C0XcFkkKpCBJUkByYaKJtD9JkuTu7u5BtwcnCEZ6v0RCis0u\nySRMvo08wVbMChPTatVmjonXD8LMPIpknXTB2SWUQOmb+Jko0b5piDc4Co9NRmIw+XZApAm2aq/v\nUH+URPJewCaDKCx9Ez8zwcaNG/nNhxQXJt9GJ54EW/FlcyKJVNSn9ZeiEdG/Bbcd2foXoSxHngLp\nf5pU7bIEDQaeyVDF5NvkJd8K4vW7e/fugC+JC1VnOJGsk+p4JoMSiJdL/EX6JifGdSTzW0zTHZsM\ndUy+jV6o12c0H/iiUTGZTCHHW7HJIIobL5f4kyPMq6iqqoIsy6iqqkpidZSJmHybfKtWrcK0adPQ\n398PAKisrAyYvUZE2mGTQaQjJt8mL/kWGJiaXltbi1mzZiE3NxeVlZWw2+3YuHHj0AdLRFFjk0GU\nAph8m/jkWwAoLy8HcLqxKigoAABUV1eHvR8RxYZNRgjBI/uJEoHJt9GLJ8E2+CyIaDaSEaZHlI3Y\nZIRQX1+P8vLymE4hJ5PX60VdXZ1yijk4vVCNmJJI+mPybfRiTb4FgCVLlgA4fVxiKqtYLvg/zqHG\na0SyDlG2Y5MRQnNzs94lDMnr9eLgwYNoaGiALMuwWCwoLy8P+1ew0+nkqeEUkp+fD5fLBZPJBGDg\n0oPL5UJhYaFyKh8A8vLyAv4LnD7VLzIe1qxZg8rKyoD7BZ+Jy83Nxbp16yBJEgoKCpRm88EHH1St\nb+LEiSgrK0NeXh4KCwvR3t6uul5JSQkkScK0adOiOv5YVVVVYfbs2cjLy0NlZSXmzJkT0UDs0tJS\ndHd3Y8eOHTAYDGhra0N3d3dAg2UwGAIeZ9H8+YtkHSICDHLQxc/Ozk7Mnz8/YQPP0ol400jVx6K3\nt3fQqelwNft8PjQ1NSkzF5J5XAaDAR0dHcrpeq3xeautaJ/7Pp8Py5cvT4vmnALNnz8fANDR0aFz\nJZSBFul+JkOkA4rUQf+/Bnw+n3Jq32AwoK6uTjnFGyoNsaamRhkEJlIN/ZdFkmYYTqh0xkiOR2vB\nDYY4ZSv+Kg62bt06LF68OGH1UPZi8i0RqQpOzkhmqFFTU5MS4tPf368k8QkiMMfj8QxKOvRPNRTf\nV+CfQBgqIVHcB0OkGfqvK4RLZ4zkeIL51xLuJxL+Xzan9mVt3d3dyvFGs12tgGFcaYPJt9mFYVyU\nQPomfga/iYk3N8FkMoWNT1b7sIxkmdo6ammGwetFks4Y7ngSRTRS4sf/GEQd/umkbDIonEibXCbf\nZgY2GZRA+iZ+Go1GFBQUwGq1wufzIT8/P+AacENDA5qbm+F2uxM2pU9QSzMMNlQ641DHkyiFhYWQ\nZRkOhwMmkwm1tbUwm83K7c8//zzTSSliMpNviUgjujYZS5cuhSRJKC8vR15enmojYTabsWjRopSY\nxz5UOmMkx+Mv3uTDYEVFRaisrARwOlzIbrcPmR1ARESUCMP13Pn48eNhs9ngdDrR0tKinEVYtmwZ\ngIGBm9XV1cqUvmSIJPXwwIEDGD9+/KDlQx1PsESc5QiuK1yYmMFg4GwMIiJKGF3PZBgMBvh8PhQV\nFaG5uRkOhyPgcoWIAE5GgxEqzdDfUOmMQx1PMoi6LBYLgPDficEGgxKBablEJOg+hbWpqUmZXjpi\nxAg0NTUpt4lLJG63O2B6qdfrVU1D9F/mP9U1eJkQLs1Q7X7h0hkjOR6tlZWVYdWqVcr+RA6GyWTC\nvHnzErZfonDSJS03GJNwibSne5OxePFidHV1wWAwoKurK+DSgkgyNJvNyMvLg8lkgtFoxLFjx1TT\nEP2XiX+rLRPCpRmq3S9cOmMkx6O1qqoq1NbWYty4cTAYDFi3bh1uuOEG5XEj0kM6BnIxCZcoMbIy\n8TPVkzwzERM/s0s6vcb0TMJNBUz8pATSP/GTiGLDtFxtMAmXKIGCkzMyPdQo0jRD0hYYxqUppuVq\nk5ardxJuKmAYFyWQvomfeoj2TYi0wSZDW8FNMtNyo5cKSbipgE0GJZC+iZ96kCNMMyRKZUzLjR+T\ncIkSL+uaDKJMwLTc+NJymYRLlBy6Jn4SUWyYlhvfWQ4m4RIlR0qcyUinhMBYv1ck3WXrcacqpuXG\nJ9QZFXEbEWkjJZqMdEwIVBvTIab3lZWVxXUsXq8XdXV1yge6SCYNJ960wqFq5xiW1MO0XCJKecFD\nQfUapY80Gdkdqk6LxSJLkiT39/cr0/r8R65HyuPxKFPqxHYRNHI/mBjdH+vjF03tse4HnF2iKfx7\nNkZTU5Pq80M8J0wmk+zxeJTZJmJaqv+P2F40yxwOhzIVtrW1Ve7v7w+oLfh+sjwwJVZMTRW1RHo8\nyZAu70Fa4+wSSqDUmcKaLi9wtTrFG7d/cyDe5EUOQKT8txFun4J/pkAsj1+0tbPJyG7p8jqlyLHJ\noASKbwprb29vyGv1Ir3PYDDA7XaHTSAMpra9UOMBhkoRTIZdu3YBAMaMGaMsGz16NABgz549UW2r\npKQk4P/F6WzxfSnB4k0r1LJ2IiIif3E1GSUlJeju7gYw8CEo+12zX7ZsGUwmExwOBwoLC7F8+XJU\nV1fD4/HA5XKhsbER9fX1qtv1eDyDlrlcrkHLvF4vFixYgLFjx0KWZSxZsgTTp0+H0+lU3W68095C\n2bFjB4DAQXb5+fkAENfYDLfbrVyXrqysHHR7T08Pvvvd7yr7ikWiaqfME26MBhGRmrgHfpaWlsJk\nMqGxsVH5qxs4/Re4COoZNWoUjEYj8vPzlQ+0lpYW1W2qfWiqjZLv6emB3W5Xvta8tLQUAPDMM8+o\nbldWGVGu9hOtUMcBxP5B7Xa7MW7cOCWsKHg7Xq8X77333qAzH9FKRO2UmcJ9ozERkRpNZpfcfPPN\nAICtW7cqy/bu3assBxKTQDhUimA6KywshCzLcDgcMJlMqK2thdlsVm5nWiElW7zNOBFlH02ajKKi\nIkiSpHzoA8D27duVsxiC1gmEQ6UIBkvU5ZJwxxNJQFE4RUVFyqWS6upqANqmFSaydiIiym6a5WRU\nVFTAbrejt7cXbrcbU6ZMCbhdJBCuXbtWNfEvHpF8zTSQuMslavkAYr7/5MmTo95esODHq6ysDOPG\njQs5QDYaia6diIiyl2ZNhhgP0dbWhl27dmHq1KkBtycigXCoFMFkEWcVDh48qCw7fPhwwG3xEMdm\nsVgAaJtWmOjaKbGYlquvTDwmIi1p1mTk5+fDZDKhpaUFhw4dQm5ubsDtkSYQin+LU/Vi3d7eXmWd\nmpoaAJGlCCZDYWEhWltb0dbWBp/PB5/Ph7a2NrS2tgY0VWKqbajZL8DAWYpVq1YpZxN8Ph+amppg\nMpmUAa6RimR/kdZOqYlpuYF8Ph96e3thNpvjbrwiSd7l+BSiIQQnZ8QTaiRCnPr6+kLeFmkCocvl\nUhIFbTabLMuyLEmSbLFYZI/Ho2w3XIpgIiBMGJHNZpMByJIkyd3d3YNuF8csSVLI7YttiJ+mpibV\ngK5I6opkf5HWHm4/kQDDuBIm1t9JsoWqU6u0XFkeeM7HE04nRJu8my6/AzUM46IEWmiQ5cA2vLOz\nE/Pnz2d3HoI4JRrP41NWVgabzaZVSUndX6zHbzAY0NHRgYqKCk3qCJbNz1stnpPJoFanmKq9e/du\nZTq20+lEcXExHA7HoMHj8ewrGr29vYOmh4fbZrr8DtTMnz8fANDR0aFzJZSBFqXEF6Rlk97eXqxY\nsSJj90eRYVrugFRNnI02eZeI1LHJSKKenh6cf/75cQdoper+KHJMyx2QDomzQyXvElFobDJiFMub\namlpqebTd5O1P46e1x7TclM/cXao5F0iCo9NRpTifVNNV9l63InGtNzUNlTyLhGFxyaDSEdMy02P\nxFm15F0iGhqbDCKdMS03PRJnk3mpkyhTsMkg0hnTctMjcTY4eZeIhsYmg0hnTMvVJi1XUBtE6y/Z\nybtE2Wx4qBvmzp2bzDqIstrNN9+MxsZG1TEKDQ0NsNvtMJvNWLx4MUwmEz766CMcO3YM48aNU9Yr\nKCiALMu49957cejQIUyYMAE2mw2SJEGSJFRUVChnTfLz8+FyuWA2m9HY2Aij0Yh7771Xlyj5qqoq\n2O125OXlQZIkLFmyRKlT6O/vh9FoRF1dXdhgueBxIXl5eQACQ7Ii2VZVVRXKyspQW1sLAGhqasIN\nN9zA6eBEURqU+HnkyBEsXboUp06d0qsmykDDhg3D//zP/+DCCy9MyPazOfEzXaRaWm4qJOGmAiZ+\nUgItGnQm48ILL+Q1RyJKOVqm1zIJlyg5Ql4uISJKFT09Pfj617+uyQwPLbdFROGxySCipIrl0kLw\nGI14aLktpuAShccmg4iSIh3HKwwlE4+JSEucwkpEREQJwSaDiIiIEoJNBhERESUEmwwiIiJKCA78\npIzCpFp1J0+exPDh2ftyP3HiBHJycvQuIyV1dXWhoqJC7zIoQ/FMBmWE0tJSfqdECP/3f/+Hl156\nKWtTfI8fP44XXngBH3zwgd6lpKQ5c+bwtUMJMyhWnIgyx759+1BSUoL6+vqsTri88847YbVa4XA4\ndPl+FqIstYhNBlGGOnr0KK644gqMHj0aL730EoYNG6Z3Sbr5/PPPceWVV+KCCy5Ad3d3Vj8WREm0\niJdLiDLUXXfdhQ8//BBPPfVU1n+onnPOOejs7ERvby8efPBBvcshyhpsMogykNVqxYYNG7B+/XqM\nGTNG73JSQlFREVauXIlf/vKXeO211/Quhygr8HIJUYZ5//33MWnSJMyfPx9r167Vu5yUIssyZs2a\nhXfffRf79u3DV7/6Vb1LIspkHJNBlElOnjyJqVOn4ujRo3jttddw1lln6V1Syjly5AiKiopw/fXX\no62tTe9yiDIZx2QQZZL6+no4nU5YLBY2GCFceOGFePzxx9He3g6r1ap3OUQZjU0GUYZ4+eWX8Zvf\n/AarV6/GJZdconc5Ke2HP/wh7rzzTtTU1MDlculdDlHG4uUSogzw8ccfo6ioCCUlJXjmmWf0Lict\n/Otf/8KUKVOQl5eHl19+Oetn4BAlAC+XEKU7WZZxxx13YNiwYTCbzXqXkzbOPvtsdHR04I033sD9\n99+vdzlEGYlNBlGaa25uxubNm/HUU09hxIgRepeTVi677DL85je/QUNDA3bv3q13OUQZh5dLiNLY\nW2+9hSlTpmD58uWor6/Xu5y0JMsyfvjDH2L//v1wOBz42te+pndJRJmCU1iJ0pWIyh45ciS2b9/O\nMQVx8Hg8KCoqwg9+8AO0t7frXQ5RpuCYDKJ0tWzZMvzjH/9gbLgGCgoKsH79enR0dKCzs1Pvcogy\nBpsMojT07LPPoqWlBevWreO3impk9uzZWLx4MWpqahwZdjwAACAASURBVPD+++/rXQ5RRuD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z6fD1arVVnfbDYrA7zEfsX9gYFZAgaDATU1Ncr1d1Gv+PG/Lu5/m6hTS7t27QIAjBkzRlk2evRo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\nICIiIl2UAnjZ6CCIiIio4Hz1f3CZAG8jQlQ0AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from sklearn.tree import DecisionTreeClassifier\n",
    "\n",
    "dtc = DecisionTreeClassifier(criterion='entropy')\n",
    "dtc.fit(X_train, y_train)\n",
    "\n",
    "dot_iris = StringIO() \n",
    "tree.export_graphviz(dtc, out_file = dot_iris, feature_names = iris.feature_names) \n",
    "graph = pydot.graph_from_dot_data(dot_iris.getvalue())\n",
    "Image(graph.create_png())"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 2",
   "language": "python",
   "name": "python2"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.11"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 0
}
